Pandas Profiling Report

Dataset statistics

Number of variables	16
Number of observations	909604
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	111.0 MiB
Average record size in memory	128.0 B

Variable types

Categorical	2
Numeric	14

Alerts

`timestamp` has a high cardinality: 414692 distinct values	High cardinality
`active_power_calculated_by_converter` is highly correlated with `active_power_raw` and 7 other fields	High correlation
`active_power_raw` is highly correlated with `active_power_calculated_by_converter` and 7 other fields	High correlation
`generator_speed` is highly correlated with `active_power_calculated_by_converter` and 6 other fields	High correlation
`generator_winding_temp_max` is highly correlated with `active_power_calculated_by_converter` and 6 other fields	High correlation
`grid_power10min_average` is highly correlated with `active_power_calculated_by_converter` and 7 other fields	High correlation
`nacelle_temp` is highly correlated with `Target`	High correlation
`reactice_power_calculated_by_converter` is highly correlated with `active_power_calculated_by_converter` and 6 other fields	High correlation
`reactive_power` is highly correlated with `active_power_calculated_by_converter` and 6 other fields	High correlation
`wind_speed_raw` is highly correlated with `active_power_calculated_by_converter` and 6 other fields	High correlation
`wind_speed_turbulence` is highly correlated with `active_power_calculated_by_converter` and 2 other fields	High correlation
`Target` is highly correlated with `nacelle_temp`	High correlation
`active_power_calculated_by_converter` is highly correlated with `active_power_raw` and 7 other fields	High correlation
`active_power_raw` is highly correlated with `active_power_calculated_by_converter` and 7 other fields	High correlation
`generator_speed` is highly correlated with `active_power_calculated_by_converter` and 6 other fields	High correlation
`generator_winding_temp_max` is highly correlated with `active_power_calculated_by_converter` and 6 other fields	High correlation
`grid_power10min_average` is highly correlated with `active_power_calculated_by_converter` and 6 other fields	High correlation
`nc1_inside_temp` is highly correlated with `nacelle_temp`	High correlation
`nacelle_temp` is highly correlated with `nc1_inside_temp` and 1 other fields	High correlation
`reactice_power_calculated_by_converter` is highly correlated with `active_power_calculated_by_converter` and 6 other fields	High correlation
`reactive_power` is highly correlated with `active_power_calculated_by_converter` and 6 other fields	High correlation
`wind_speed_raw` is highly correlated with `active_power_calculated_by_converter` and 6 other fields	High correlation
`wind_speed_turbulence` is highly correlated with `active_power_calculated_by_converter` and 1 other fields	High correlation
`Target` is highly correlated with `nacelle_temp`	High correlation
`active_power_calculated_by_converter` is highly correlated with `active_power_raw` and 5 other fields	High correlation
`active_power_raw` is highly correlated with `active_power_calculated_by_converter` and 5 other fields	High correlation
`generator_speed` is highly correlated with `active_power_calculated_by_converter` and 5 other fields	High correlation
`grid_power10min_average` is highly correlated with `active_power_calculated_by_converter` and 5 other fields	High correlation
`reactice_power_calculated_by_converter` is highly correlated with `active_power_calculated_by_converter` and 5 other fields	High correlation
`reactive_power` is highly correlated with `active_power_calculated_by_converter` and 5 other fields	High correlation
`wind_speed_raw` is highly correlated with `active_power_calculated_by_converter` and 5 other fields	High correlation
`active_power_calculated_by_converter` is highly correlated with `active_power_raw` and 6 other fields	High correlation
`active_power_raw` is highly correlated with `active_power_calculated_by_converter` and 6 other fields	High correlation
`ambient_temperature` is highly correlated with `nc1_inside_temp` and 2 other fields	High correlation
`generator_speed` is highly correlated with `active_power_calculated_by_converter` and 6 other fields	High correlation
`generator_winding_temp_max` is highly correlated with `active_power_calculated_by_converter` and 6 other fields	High correlation
`grid_power10min_average` is highly correlated with `active_power_calculated_by_converter` and 6 other fields	High correlation
`nc1_inside_temp` is highly correlated with `ambient_temperature` and 2 other fields	High correlation
`nacelle_temp` is highly correlated with `ambient_temperature` and 2 other fields	High correlation
`reactice_power_calculated_by_converter` is highly correlated with `active_power_calculated_by_converter` and 6 other fields	High correlation
`reactive_power` is highly correlated with `active_power_calculated_by_converter` and 6 other fields	High correlation
`wind_direction_raw` is highly correlated with `turbine_id`	High correlation
`wind_speed_raw` is highly correlated with `active_power_calculated_by_converter` and 7 other fields	High correlation
`wind_speed_turbulence` is highly correlated with `wind_speed_raw`	High correlation
`turbine_id` is highly correlated with `ambient_temperature` and 2 other fields	High correlation
`Target` is highly correlated with `nacelle_temp`	High correlation
`timestamp` is uniformly distributed	Uniform

Reproduction

Analysis started	2022-08-22 06:06:15.846808
Analysis finished	2022-08-22 06:10:15.606558
Duration	3 minutes and 59.76 seconds
Software version	pandas-profiling v3.2.0
Download configuration	config.json

timestamp
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	414692
Distinct (%)	45.6%
Missing	0
Missing (%)	0.0%
Memory size	6.9 MiB

2021-07-16 01:52:00	11
2021-08-26 10:22:00	11
2021-06-03 19:57:00	11
2021-04-02 21:49:00	11
2021-08-24 16:10:00	10
Other values (414687)	909550

Length

Max length	19
Median length	19
Mean length	19
Min length	19

Characters and Unicode

Total characters	17282476
Distinct characters	13
Distinct categories	4 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	140047 ?
Unique (%)	15.4%

Sample

1st row	2021-02-19 20:18:00
2nd row	2021-04-27 04:55:00
3rd row	2021-01-25 06:26:00
4th row	2021-10-30 03:47:00
5th row	2021-03-15 00:39:00

Common Values

Value	Count	Frequency (%)
2021-07-16 01:52:00	11	< 0.1%
2021-08-26 10:22:00	11	< 0.1%
2021-06-03 19:57:00	11	< 0.1%
2021-04-02 21:49:00	11	< 0.1%
2021-08-24 16:10:00	10	< 0.1%
2021-03-12 11:18:00	10	< 0.1%
2021-06-25 02:59:00	10	< 0.1%
2021-09-08 20:58:00	10	< 0.1%
2021-09-08 20:53:00	10	< 0.1%
2021-09-29 01:04:00	10	< 0.1%
Other values (414682)	909500	> 99.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
2021-12-31	2941	0.2%
2021-12-17	2928	0.2%
2021-12-20	2910	0.2%
2021-12-29	2909	0.2%
2021-07-22	2907	0.2%
2021-07-24	2903	0.2%
2021-04-05	2901	0.2%
2021-11-22	2901	0.2%
2021-06-07	2900	0.2%
2021-07-26	2896	0.2%
Other values (1794)	1790112	98.4%

Most occurring characters

Value	Count	Frequency (%)
0	4604875	26.6%
2	2849055	16.5%
1	2400066	13.9%
-	1819208	10.5%
:	1819208	10.5%
	909604	5.3%
3	567190	3.3%
5	484736	2.8%
4	478033	2.8%
7	344237	2.0%
Other values (3)	1006264	5.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	12734456	73.7%
Dash Punctuation	1819208	10.5%
Other Punctuation	1819208	10.5%
Space Separator	909604	5.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	4604875	36.2%
2	2849055	22.4%
1	2400066	18.8%
3	567190	4.5%
5	484736	3.8%
4	478033	3.8%
7	344237	2.7%
8	341119	2.7%
6	339511	2.7%
9	325634	2.6%

Dash Punctuation

Value	Count	Frequency (%)
-	1819208	100.0%

Other Punctuation

Value	Count	Frequency (%)
:	1819208	100.0%

Space Separator

Value	Count	Frequency (%)
	909604	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	17282476	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	4604875	26.6%
2	2849055	16.5%
1	2400066	13.9%
-	1819208	10.5%
:	1819208	10.5%
	909604	5.3%
3	567190	3.3%
5	484736	2.8%
4	478033	2.8%
7	344237	2.0%
Other values (3)	1006264	5.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	17282476	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	4604875	26.6%
2	2849055	16.5%
1	2400066	13.9%
-	1819208	10.5%
:	1819208	10.5%
	909604	5.3%
3	567190	3.3%
5	484736	2.8%
4	478033	2.8%
7	344237	2.0%
Other values (3)	1006264	5.8%

active_power_calculated_by_converter
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	908574
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	525.8860615

Minimum	0
Maximum	1999.999858
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	6.9 MiB

Quantile statistics

Minimum	0
5-th percentile	22.30054725
Q1	149.6208982
median	379.9899292
Q3	781.3574753
95-th percentile	1519.630602
Maximum	1999.999858
Range	1999.999858
Interquartile range (IQR)	631.736577

Descriptive statistics

Standard deviation	474.6195757
Coefficient of variation (CV)	0.9025140815
Kurtosis	0.4610637422
Mean	525.8860615
Median Absolute Deviation (MAD)	278.2603669
Skewness	1.094893808
Sum	478348065.1
Variance	225263.7417
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
372.3947703	3	< 0.1%
382.1980794	3	< 0.1%
807.5866903	2	< 0.1%
340.7234446	2	< 0.1%
318.3548381	2	< 0.1%
317.4683787	2	< 0.1%
1002.183228	2	< 0.1%
482.0493469	2	< 0.1%
217.0893377	2	< 0.1%
262.7181193	2	< 0.1%
Other values (908564)	909582	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	< 0.1%
1.42424793 × 10^-5	1	< 0.1%
2.624800363 × 10^-5	1	< 0.1%
3.169228633 × 10^-5	1	< 0.1%
4.995862643 × 10^-5	1	< 0.1%
5.025905229 × 10^-5	1	< 0.1%
6.226457662 × 10^-5	1	< 0.1%
0.0001035717626	1	< 0.1%
0.0001102866739	1	< 0.1%
0.0002590948716	1	< 0.1%

Value	Count	Frequency (%)
1999.999858	1	< 0.1%
1999.998922	1	< 0.1%
1999.998128	1	< 0.1%
1999.994751	1	< 0.1%
1999.993815	1	< 0.1%
1999.990214	1	< 0.1%
1999.975627	1	< 0.1%
1999.966634	1	< 0.1%
1999.957007	1	< 0.1%
1999.954624	1	< 0.1%

active_power_raw
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	908591
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	537.6394682

Minimum	8.443594197 × 10^-6
Maximum	1999.984456
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.9 MiB

Quantile statistics

Minimum	8.443594197 × 10^-6
5-th percentile	25.9436022
Q1	155.8132439
median	383.9859263
Q3	800.2611084
95-th percentile	1557.439565
Maximum	1999.984456
Range	1999.984448
Interquartile range (IQR)	644.4478645

Descriptive statistics

Standard deviation	482.3949074
Coefficient of variation (CV)	0.897246084
Kurtosis	0.356481929
Mean	537.6394682
Median Absolute Deviation (MAD)	276.578481
Skewness	1.079559874
Sum	489039010.8
Variance	232704.8467
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
855.3696798	3	< 0.1%
365.5632426	3	< 0.1%
306.0512085	2	< 0.1%
652.5406189	2	< 0.1%
208.5755386	2	< 0.1%
216.3026047	2	< 0.1%
674.662618	2	< 0.1%
1153.872213	2	< 0.1%
342.6287587	2	< 0.1%
561.5646871	2	< 0.1%
Other values (908581)	909582	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8.443594197 × 10^-6	1	< 0.1%
0.0001308560313	1	< 0.1%
0.0001439666812	1	< 0.1%
0.0004366234061	1	< 0.1%
0.0004378785088	1	< 0.1%
0.0004684340965	1	< 0.1%
0.0005602171877	1	< 0.1%
0.0006281003589	1	< 0.1%
0.0006815028028	1	< 0.1%
0.000718610303	1	< 0.1%

Value	Count	Frequency (%)
1999.984456	1	< 0.1%
1999.95109	1	< 0.1%
1999.940491	1	< 0.1%
1999.93866	1	< 0.1%
1999.914612	1	< 0.1%
1999.869954	1	< 0.1%
1999.833761	1	< 0.1%
1999.766744	1	< 0.1%
1999.740662	1	< 0.1%
1999.724243	1	< 0.1%

ambient_temperature
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	902272
Distinct (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.57392143

Minimum	5.616541386
Maximum	48.08901672
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.9 MiB

Quantile statistics

Minimum	5.616541386
5-th percentile	12.24757375
Q1	17.09367959
median	27.91903458
Q3	32.17169571
95-th percentile	35.52602758
Maximum	48.08901672
Range	42.47247534
Interquartile range (IQR)	15.07801612

Descriptive statistics

Standard deviation	8.025649303
Coefficient of variation (CV)	0.3138216142
Kurtosis	-1.102809748
Mean	25.57392143
Median Absolute Deviation (MAD)	5.354522864
Skewness	-0.4056062668
Sum	23262141.22
Variance	64.41104673
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
33.06497955	4	< 0.1%
34.02183533	4	< 0.1%
31.60770988	3	< 0.1%
32.08332443	3	< 0.1%
33.71655273	3	< 0.1%
32.0236702	3	< 0.1%
33.12687302	3	< 0.1%
26.4209671	3	< 0.1%
33.70933151	3	< 0.1%
12.6002903	3	< 0.1%
Other values (902262)	909572	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5.616541386	1	< 0.1%
5.636572838	1	< 0.1%
5.657158852	1	< 0.1%
5.67549336	1	< 0.1%
5.678601265	1	< 0.1%
5.687244415	1	< 0.1%
5.69017458	1	< 0.1%
5.693353971	1	< 0.1%
5.702694654	1	< 0.1%
5.715754032	1	< 0.1%

Value	Count	Frequency (%)
48.08901672	1	< 0.1%
47.95053279	1	< 0.1%
47.9408493	1	< 0.1%
47.90762138	1	< 0.1%
47.87809181	1	< 0.1%
47.82300472	1	< 0.1%
47.82160187	1	< 0.1%
47.80286407	1	< 0.1%
47.78376102	1	< 0.1%
47.697052	1	< 0.1%

generator_speed
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	102172
Distinct (%)	11.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	931.1308817

Minimum	0
Maximum	1267.140625
Zeros	100
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	6.9 MiB

Quantile statistics

Minimum	0
5-th percentile	761.0166931
Q1	770.5385742
median	884.0685018
Q3	1123.335856
95-th percentile	1200.243164
Maximum	1267.140625
Range	1267.140625
Interquartile range (IQR)	352.7972819

Descriptive statistics

Standard deviation	193.6743836
Coefficient of variation (CV)	0.2079990981
Kurtosis	1.561075179
Mean	931.1308817
Median Absolute Deviation (MAD)	114.4377035
Skewness	-0.4328699721
Sum	846960374.5
Variance	37509.76685
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
769.8061218	36916	4.1%
770.5385742	24665	2.7%
769.0736694	14186	1.6%
770.0502726	14114	1.6%
769.561971	12371	1.4%
769.9526123	9257	1.0%
770.2455933	8679	1.0%
769.6596313	8110	0.9%
770.172348	7482	0.8%
769.3666504	5087	0.6%
Other values (102162)	768737	84.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	100	< 0.1%
2.384185791 × 10^-8	1	< 0.1%
8.514949254 × 10^-8	1	< 0.1%
9.934107463 × 10^-8	2	< 0.1%
1.192092896 × 10^-7	4	< 0.1%
1.682954676 × 10^-7	1	< 0.1%
1.788139343 × 10^-7	1	< 0.1%
2.58286794 × 10^-7	1	< 0.1%
3.973642985 × 10^-7	2	< 0.1%
0.00145616529	1	< 0.1%

Value	Count	Frequency (%)
1267.140625	1	< 0.1%
1241.103489	1	< 0.1%
1237.109985	1	< 0.1%
1232.424443	1	< 0.1%
1230.028152	1	< 0.1%
1227.667542	1	< 0.1%
1225.306931	1	< 0.1%
1223.745398	1	< 0.1%
1222.94632	1	< 0.1%
1220.585709	1	< 0.1%

generator_winding_temp_max
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	902324
Distinct (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	60.73011204

Minimum	25.63636557
Maximum	129.846405
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.9 MiB

Quantile statistics

Minimum	25.63636557
5-th percentile	45.65135899
Q1	54.91676693
median	60.03448963
Q3	65.73718719
95-th percentile	78.44303102
Maximum	129.846405
Range	104.2100395
Interquartile range (IQR)	10.82042027

Descriptive statistics

Standard deviation	9.72158221
Coefficient of variation (CV)	0.1600784501
Kurtosis	1.217988071
Mean	60.73011204
Median Absolute Deviation (MAD)	5.382360649
Skewness	0.482790834
Sum	55240352.83
Variance	94.50916066
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
55.40732002	3	< 0.1%
54.57275518	3	< 0.1%
72.41700363	3	< 0.1%
72.9152298	3	< 0.1%
64.01242065	3	< 0.1%
60.86440214	3	< 0.1%
69.58611298	3	< 0.1%
57.78290685	3	< 0.1%
68.44352722	3	< 0.1%
55.46962547	3	< 0.1%
Other values (902314)	909574	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
25.63636557	1	< 0.1%
25.84215736	1	< 0.1%
25.9289252	1	< 0.1%
25.97074763	1	< 0.1%
26.03799502	1	< 0.1%
26.19431343	1	< 0.1%
26.20442931	1	< 0.1%
26.23410384	1	< 0.1%
26.26274077	1	< 0.1%
26.27723185	1	< 0.1%

Value	Count	Frequency (%)
129.846405	1	< 0.1%
129.7985331	1	< 0.1%
128.937735	1	< 0.1%
128.7516571	1	< 0.1%
127.7782974	1	< 0.1%
127.574324	1	< 0.1%
124.713239	1	< 0.1%
121.9265238	1	< 0.1%
120.2522964	1	< 0.1%
117.7123337	1	< 0.1%

grid_power10min_average
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	908371
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	527.5795372

Minimum	0
Maximum	1999.991455
Zeros	23
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	6.9 MiB

Quantile statistics

Minimum	0
5-th percentile	7.998432296
Q1	147.1815516
median	391.3031871
Q3	794.8757095
95-th percentile	1507.971682
Maximum	1999.991455
Range	1999.991455
Interquartile range (IQR)	647.6941579

Descriptive statistics

Standard deviation	472.6569764
Coefficient of variation (CV)	0.8958970982
Kurtosis	0.2352332911
Mean	527.5795372
Median Absolute Deviation (MAD)	291.3128173
Skewness	1.00806151
Sum	479888457.3
Variance	223404.6174
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	23	< 0.1%
299.8139547	2	< 0.1%
603.1001282	2	< 0.1%
100.0304171	2	< 0.1%
948.8134766	2	< 0.1%
530.8165385	2	< 0.1%
466.2781677	2	< 0.1%
50.04200872	2	< 0.1%
636.4330444	2	< 0.1%
489.1442769	2	< 0.1%
Other values (908361)	909563	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	23	< 0.1%
0.0004185040792	1	< 0.1%
0.0004504318349	1	< 0.1%
0.0004868494968	1	< 0.1%
0.0006019473076	1	< 0.1%
0.001118829937	1	< 0.1%
0.001278515905	1	< 0.1%
0.001291538278	1	< 0.1%
0.001374113063	1	< 0.1%
0.001388296485	1	< 0.1%

Value	Count	Frequency (%)
1999.991455	1	< 0.1%
1999.985311	1	< 0.1%
1999.943542	1	< 0.1%
1999.941284	1	< 0.1%
1999.940938	1	< 0.1%
1999.939067	1	< 0.1%
1999.936808	1	< 0.1%
1999.936381	1	< 0.1%
1999.936178	1	< 0.1%
1999.931051	1	< 0.1%

nc1_inside_temp
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION

Distinct	889309
Distinct (%)	97.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	31.75582325

Minimum	11.14192224
Maximum	52.79003016
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.9 MiB

Quantile statistics

Minimum	11.14192224
5-th percentile	26.07736015
Q1	29.91380334
median	31.76294597
Q3	33.46974513
95-th percentile	38.55420765
Maximum	52.79003016
Range	41.64810793
Interquartile range (IQR)	3.555941788

Descriptive statistics

Standard deviation	3.929794339
Coefficient of variation (CV)	0.1237503531
Kurtosis	4.299023904
Mean	31.75582325
Median Absolute Deviation (MAD)	1.768719832
Skewness	0.04052958733
Sum	28885223.85
Variance	15.44328355
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
33.72241592	5	< 0.1%
33.52302551	5	< 0.1%
33.41698837	5	< 0.1%
33.12144089	5	< 0.1%
32.82253265	5	< 0.1%
33.92132568	5	< 0.1%
30.61693954	4	< 0.1%
32.91983795	4	< 0.1%
32.23236465	4	< 0.1%
33.25991058	4	< 0.1%
Other values (889299)	909558	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11.14192224	1	< 0.1%
11.14983622	1	< 0.1%
11.1915555	1	< 0.1%
11.20882916	1	< 0.1%
11.21199799	1	< 0.1%
11.21314526	1	< 0.1%
11.21486982	1	< 0.1%
11.25723012	1	< 0.1%
11.26071215	1	< 0.1%
11.28142977	1	< 0.1%

Value	Count	Frequency (%)
52.79003016	1	< 0.1%
52.54673513	1	< 0.1%
52.5359436	1	< 0.1%
52.51416985	1	< 0.1%
52.51406479	1	< 0.1%
52.50380707	1	< 0.1%
52.48160458	1	< 0.1%
52.42815018	1	< 0.1%
52.38589605	1	< 0.1%
52.30387115	1	< 0.1%

nacelle_temp
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	886877
Distinct (%)	97.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	31.68641306

Minimum	16.01021767
Maximum	48.40610631
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.9 MiB

Quantile statistics

Minimum	16.01021767
5-th percentile	24.85664759
Q1	30.26742258
median	31.96161008
Q3	33.54625975
95-th percentile	36.98366802
Maximum	48.40610631
Range	32.39588865
Interquartile range (IQR)	3.278837172

Descriptive statistics

Standard deviation	3.55442601
Coefficient of variation (CV)	0.1121750828
Kurtosis	1.922251785
Mean	31.68641306
Median Absolute Deviation (MAD)	1.635901848
Skewness	-0.4275419016
Sum	28822088.07
Variance	12.63394426
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
32.82194138	6	< 0.1%
32.22176361	5	< 0.1%
32.22185898	5	< 0.1%
31.12330437	5	< 0.1%
32.82828903	5	< 0.1%
29.52427101	5	< 0.1%
32.22238541	5	< 0.1%
32.32689667	5	< 0.1%
33.22154617	5	< 0.1%
32.52181244	5	< 0.1%
Other values (886867)	909553	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
16.01021767	1	< 0.1%
16.02101405	1	< 0.1%
16.30211703	1	< 0.1%
16.30954266	1	< 0.1%
16.38340696	1	< 0.1%
16.61210823	1	< 0.1%
16.64102205	1	< 0.1%
16.65616131	1	< 0.1%
16.69316559	1	< 0.1%
16.70379829	1	< 0.1%

Value	Count	Frequency (%)
48.40610631	1	< 0.1%
48.391915	1	< 0.1%
48.37772369	1	< 0.1%
48.31995773	1	< 0.1%
48.26211014	1	< 0.1%
48.23487091	1	< 0.1%
48.23030472	1	< 0.1%
48.22573853	1	< 0.1%
48.22345161	1	< 0.1%
48.20982552	1	< 0.1%

reactice_power_calculated_by_converter
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	905428
Distinct (%)	99.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	111.0806104

Minimum	-318.3937215
Maximum	523.8926951
Zeros	2
Zeros (%)	< 0.1%
Negative	13954
Negative (%)	1.5%
Memory size	6.9 MiB

Quantile statistics

Minimum	-318.3937215
5-th percentile	2.048212675
Q1	81.54084953
median	92.00582631
Q3	124.8791529
95-th percentile	278.1797583
Maximum	523.8926951
Range	842.2864166
Interquartile range (IQR)	43.33830341

Descriptive statistics

Standard deviation	78.21994359
Coefficient of variation (CV)	0.7041727923
Kurtosis	4.080529096
Mean	111.0806104
Median Absolute Deviation (MAD)	19.8386062
Skewness	1.731298225
Sum	101039367.5
Variance	6118.359575
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
87.39230347	3	< 0.1%
86.8408254	3	< 0.1%
91.34537633	3	< 0.1%
84.80268097	3	< 0.1%
90.39906693	3	< 0.1%
100.6307983	3	< 0.1%
93.83218511	3	< 0.1%
93.17549006	3	< 0.1%
116.6873728	3	< 0.1%
86.09453456	3	< 0.1%
Other values (905418)	909574	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-318.3937215	1	< 0.1%
-302.0977715	1	< 0.1%
-293.9497965	1	< 0.1%
-164.9461876	1	< 0.1%
-159.9429789	1	< 0.1%
-134.9269357	1	< 0.1%
-129.923727	1	< 0.1%
-108.5203747	1	< 0.1%
-70.55269953	1	< 0.1%
-63.61061028	1	< 0.1%

Value	Count	Frequency (%)
523.8926951	1	< 0.1%
522.6970673	1	< 0.1%
520.7262319	1	< 0.1%
519.5677795	1	< 0.1%
511.5276235	1	< 0.1%
510.690333	1	< 0.1%
510.3043009	1	< 0.1%
508.6128489	1	< 0.1%
508.6007131	1	< 0.1%
508.3623861	1	< 0.1%

reactive_power
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	903958
Distinct (%)	99.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	133.6923334

Minimum	-5.46160717
Maximum	592.8159383
Zeros	5
Zeros (%)	< 0.1%
Negative	11849
Negative (%)	1.3%
Memory size	6.9 MiB

Quantile statistics

Minimum	-5.46160717
5-th percentile	1.722649301
Q1	96.04576461
median	107.6333777
Q3	154.1537304
95-th percentile	329.3071905
Maximum	592.8159383
Range	598.2775455
Interquartile range (IQR)	58.10796579

Descriptive statistics

Standard deviation	91.23215183
Coefficient of variation (CV)	0.6824037665
Kurtosis	3.537841443
Mean	133.6923334
Median Absolute Deviation (MAD)	28.14022832
Skewness	1.638331752
Sum	121607081.2
Variance	8323.305527
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5.605193857 × 10^-45	121	< 0.1%
-5.605193857 × 10^-45	7	< 0.1%
0	5	< 0.1%
95.40774918	4	< 0.1%
95.07298279	4	< 0.1%
100.135245	3	< 0.1%
97.44060516	3	< 0.1%
97.29464849	3	< 0.1%
102.1359215	3	< 0.1%
155.7947515	3	< 0.1%
Other values (903948)	909448	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-5.46160717	1	< 0.1%
-5.305059075	1	< 0.1%
-5.128311714	1	< 0.1%
-5.073388179	1	< 0.1%
-4.893144131	1	< 0.1%
-4.876622772	1	< 0.1%
-4.849861224	1	< 0.1%
-4.757404168	1	< 0.1%
-4.753198719	1	< 0.1%
-4.746212721	1	< 0.1%

Value	Count	Frequency (%)
592.8159383	1	< 0.1%
589.8625895	1	< 0.1%
587.5701701	1	< 0.1%
586.4319967	1	< 0.1%
585.2331034	1	< 0.1%
584.9147847	1	< 0.1%
582.5167847	1	< 0.1%
582.4387817	1	< 0.1%
582.0353597	1	< 0.1%
581.9084778	1	< 0.1%

wind_direction_raw
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	905356
Distinct (%)	99.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	199.4871609

Minimum	0.3096923828
Maximum	359.4555308
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.9 MiB

Quantile statistics

Minimum	0.3096923828
5-th percentile	24.53432315
Q1	98.91606013
median	232.8211594
Q3	287.6675034
95-th percentile	336.6906916
Maximum	359.4555308
Range	359.1458384
Interquartile range (IQR)	188.7514432

Descriptive statistics

Standard deviation	104.6172613
Coefficient of variation (CV)	0.5244310503
Kurtosis	-1.26812064
Mean	199.4871609
Median Absolute Deviation (MAD)	79.0753212
Skewness	-0.3639712865
Sum	181454319.5
Variance	10944.77136
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
291.7884827	3	< 0.1%
282.4458923	3	< 0.1%
284.5333405	3	< 0.1%
287.9610647	3	< 0.1%
277.1057434	3	< 0.1%
277.0607147	3	< 0.1%
279.840154	3	< 0.1%
275.9653015	3	< 0.1%
272.3946228	3	< 0.1%
304.8736979	3	< 0.1%
Other values (905346)	909574	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.3096923828	1	< 0.1%
0.6046854655	1	< 0.1%
0.6730702718	1	< 0.1%
0.7205657959	1	< 0.1%
0.792876339	1	< 0.1%
0.8144938151	1	< 0.1%
0.8354695638	1	< 0.1%
0.9007446289	1	< 0.1%
0.906463623	1	< 0.1%
0.9138565063	1	< 0.1%

Value	Count	Frequency (%)
359.4555308	1	< 0.1%
359.3588104	1	< 0.1%
359.3286031	1	< 0.1%
359.3163452	1	< 0.1%
359.1868591	1	< 0.1%
359.101827	1	< 0.1%
359.0842489	1	< 0.1%
359.0137126	1	< 0.1%
359.007192	1	< 0.1%
359.0047201	1	< 0.1%

wind_speed_raw
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	823978
Distinct (%)	90.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.894949748

Minimum	0.9044999828
Maximum	19.79500071
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.9 MiB

Quantile statistics

Minimum	0.9044999828
5-th percentile	3.229408822
Q1	4.400753091
median	5.637206594
Q3	7.092771312
95-th percentile	9.567495966
Maximum	19.79500071
Range	18.89050073
Interquartile range (IQR)	2.692018221

Descriptive statistics

Standard deviation	1.97768399
Coefficient of variation (CV)	0.3354878454
Kurtosis	0.6414064659
Mean	5.894949748
Median Absolute Deviation (MAD)	1.328584154
Skewness	0.7183274163
Sum	5362069.87
Variance	3.911233963
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5.576200008	33	< 0.1%
5.551428556	32	< 0.1%
5.615542889	31	< 0.1%
5.531028589	31	< 0.1%
5.590771437	29	< 0.1%
5.48002855	29	< 0.1%
5.401342869	27	< 0.1%
5.573285739	27	< 0.1%
5.427571456	26	< 0.1%
5.513542891	25	< 0.1%
Other values (823968)	909314	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.9044999828	1	< 0.1%
0.9045000076	1	< 0.1%
0.9082222382	1	< 0.1%
0.9138055543	1	< 0.1%
0.9156666597	1	< 0.1%
0.917527775	1	< 0.1%
0.9201333404	1	< 0.1%
0.9212499857	1	< 0.1%
0.9221805433	1	< 0.1%
0.9223666668	1	< 0.1%

Value	Count	Frequency (%)
19.79500071	1	< 0.1%
19.78999996	1	< 0.1%
19.78916709	1	< 0.1%
19.78416697	1	< 0.1%
19.77716797	1	< 0.1%
19.77166716	1	< 0.1%
19.77166684	1	< 0.1%
19.73503748	1	< 0.1%
19.65077651	1	< 0.1%
19.6233333	1	< 0.1%

wind_speed_turbulence
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	906984
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.6519156608

Minimum	0
Maximum	9.534769058
Zeros	22
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	6.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0.28687598
Q1	0.4321290081
median	0.5838627726
Q3	0.798239775
95-th percentile	1.232609609
Maximum	9.534769058
Range	9.534769058
Interquartile range (IQR)	0.3661107669

Descriptive statistics

Standard deviation	0.3175132374
Coefficient of variation (CV)	0.4870464947
Kurtosis	15.8708017
Mean	0.6519156608
Median Absolute Deviation (MAD)	0.1738885467
Skewness	2.20547233
Sum	592985.0927
Variance	0.1008146559
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	22	< 0.1%
0.7860261798	3	< 0.1%
0.2912351787	3	< 0.1%
0.4777240157	3	< 0.1%
0.5640664101	3	< 0.1%
0.6193181872	3	< 0.1%
0.7434059978	3	< 0.1%
0.5281896989	3	< 0.1%
0.7173552513	3	< 0.1%
0.7430378795	3	< 0.1%
Other values (906974)	909555	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	22	< 0.1%
7.770637877 × 10^-5	1	< 0.1%
0.0001554127575	1	< 0.1%
0.000364114108	1	< 0.1%
0.0004662382726	1	< 0.1%
0.0007923971787	1	< 0.1%
0.001206299297	1	< 0.1%
0.002251466242	1	< 0.1%
0.00247778904	1	< 0.1%
0.003618897891	1	< 0.1%

Value	Count	Frequency (%)
9.534769058	1	< 0.1%
9.041450659	1	< 0.1%
8.775206375	1	< 0.1%
8.642719905	1	< 0.1%
8.428555171	1	< 0.1%
8.247622649	1	< 0.1%
7.914759159	1	< 0.1%
7.514018218	1	< 0.1%
7.260570685	1	< 0.1%
7.154025841	1	< 0.1%

turbine_id
Categorical

HIGH CORRELATION

Distinct	16
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	6.9 MiB

Turbine_15	58048
Turbine_18	57892
Turbine_120	57754
Turbine_97	57683
Turbine_158	57470
Other values (11)	620757

Length

Max length	11
Median length	10
Mean length	10.43982326
Min length	10

Characters and Unicode

Total characters	9496105
Distinct characters	17
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Turbine_108
2nd row	Turbine_18
3rd row	Turbine_105
4th row	Turbine_15
5th row	Turbine_01

Common Values

Value	Count	Frequency (%)
Turbine_15	58048	6.4%
Turbine_18	57892	6.4%
Turbine_120	57754	6.3%
Turbine_97	57683	6.3%
Turbine_158	57470	6.3%
Turbine_108	57401	6.3%
Turbine_105	57341	6.3%
Turbine_103	56944	6.3%
Turbine_14	56934	6.3%
Turbine_139	56930	6.3%
Other values (6)	335207	36.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
turbine_15	58048	6.4%
turbine_18	57892	6.4%
turbine_120	57754	6.3%
turbine_97	57683	6.3%
turbine_158	57470	6.3%
turbine_108	57401	6.3%
turbine_105	57341	6.3%
turbine_103	56944	6.3%
turbine_14	56934	6.3%
turbine_139	56930	6.3%
Other values (6)	335207	36.9%

Most occurring characters

Value	Count	Frequency (%)
T	909604	9.6%
u	909604	9.6%
r	909604	9.6%
b	909604	9.6%
i	909604	9.6%
n	909604	9.6%
e	909604	9.6%
_	909604	9.6%
1	795398	8.4%
0	395223	4.2%
Other values (7)	1028652	10.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	5457624	57.5%
Decimal Number	2219273	23.4%
Uppercase Letter	909604	9.6%
Connector Punctuation	909604	9.6%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	795398	35.8%
0	395223	17.8%
3	226952	10.2%
5	172859	7.8%
8	172763	7.8%
9	170959	7.7%
2	170502	7.7%
7	57683	2.6%
4	56934	2.6%

Lowercase Letter

Value	Count	Frequency (%)
u	909604	16.7%
r	909604	16.7%
b	909604	16.7%
i	909604	16.7%
n	909604	16.7%
e	909604	16.7%

Uppercase Letter

Value	Count	Frequency (%)
T	909604	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	909604	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	6367228	67.1%
Common	3128877	32.9%

Most frequent character per script

Common

Value	Count	Frequency (%)
_	909604	29.1%
1	795398	25.4%
0	395223	12.6%
3	226952	7.3%
5	172859	5.5%
8	172763	5.5%
9	170959	5.5%
2	170502	5.4%
7	57683	1.8%
4	56934	1.8%

Latin

Value	Count	Frequency (%)
T	909604	14.3%
u	909604	14.3%
r	909604	14.3%
b	909604	14.3%
i	909604	14.3%
n	909604	14.3%
e	909604	14.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	9496105	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
T	909604	9.6%
u	909604	9.6%
r	909604	9.6%
b	909604	9.6%
i	909604	9.6%
n	909604	9.6%
e	909604	9.6%
_	909604	9.6%
1	795398	8.4%
0	395223	4.2%
Other values (7)	1028652	10.8%

Target
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	861262
Distinct (%)	94.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	46.3285948

Minimum	25.86532021
Maximum	65.03768921
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.9 MiB

Quantile statistics

Minimum	25.86532021
5-th percentile	42.26528721
Q1	44.81674027
median	46.3028986
Q3	47.73310494
95-th percentile	50.04729681
Maximum	65.03768921
Range	39.172369
Interquartile range (IQR)	2.91636467

Descriptive statistics

Standard deviation	2.617691223
Coefficient of variation (CV)	0.05650271143
Kurtosis	3.915566828
Mean	46.3285948
Median Absolute Deviation (MAD)	1.464714766
Skewness	0.7053594019
Sum	42140675.14
Variance	6.852307337
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
46.52188873	6	< 0.1%
45.71483231	5	< 0.1%
44.19623947	5	< 0.1%
45.61221313	5	< 0.1%
46.33068085	5	< 0.1%
45.31155777	5	< 0.1%
48.02175903	5	< 0.1%
48.42476654	5	< 0.1%
45.92194366	5	< 0.1%
47.01654434	5	< 0.1%
Other values (861252)	909553	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
25.86532021	1	< 0.1%
25.95477359	1	< 0.1%
26.02581912	1	< 0.1%
26.28480339	1	< 0.1%
26.50784016	1	< 0.1%
26.52709627	1	< 0.1%
26.7042764	1	< 0.1%
26.78308964	1	< 0.1%
26.79018275	1	< 0.1%
26.80436897	1	< 0.1%

Value	Count	Frequency (%)
65.03768921	1	< 0.1%
65.0255661	1	< 0.1%
65.02304077	1	< 0.1%
65.01832123	1	< 0.1%
65.0173378	1	< 0.1%
65.01710281	1	< 0.1%
65.01464081	1	< 0.1%
65.00416565	1	< 0.1%
65.00361633	1	< 0.1%
64.97946167	1	< 0.1%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	timestamp	active_power_calculated_by_converter	active_power_raw	ambient_temperature	generator_speed	generator_winding_temp_max	grid_power10min_average	nc1_inside_temp	nacelle_temp	reactice_power_calculated_by_converter	reactive_power	wind_direction_raw	wind_speed_raw	wind_speed_turbulence	turbine_id	Target
0	2021-02-19 20:18:00	816.636759	834.917206	31.694380	1159.616602	65.954214	917.897085	31.881972	31.504713	141.457644	165.501518	280.864782	7.057000	0.544082	Turbine_108	47.582787
1	2021-04-27 04:55:00	419.107829	421.050873	12.894948	928.747996	59.571319	445.554250	32.423705	32.755770	89.186457	113.835236	299.552460	5.474937	0.469031	Turbine_18	46.070328
2	2021-01-25 06:26:00	1303.530558	1337.566142	16.648388	1201.219775	61.270498	1364.716003	11.446849	18.332985	230.622309	281.452253	84.960106	8.092457	0.622318	Turbine_105	39.989236
3	2021-10-30 03:47:00	61.494872	53.481008	28.388141	769.806122	40.674348	14.324897	34.253204	32.662889	66.211015	75.017531	87.261119	4.071032	0.760719	Turbine_15	46.056587
4	2021-03-15 00:39:00	593.514364	611.659108	31.519527	1046.916768	64.341763	599.020172	32.405586	31.466387	137.163938	160.202421	313.724818	6.357943	0.346068	Turbine_01	54.346095
5	2021-05-28 06:33:00	603.877940	620.637583	28.055220	955.604563	60.882138	697.721731	31.012207	31.054668	57.950467	75.779110	229.571665	6.026029	0.779887	Turbine_15	47.947959
6	2021-01-02 01:00:00	282.870092	281.763855	17.984232	811.262878	47.655467	357.891251	27.033744	23.924233	81.661122	104.133497	256.913801	5.692431	0.892567	Turbine_14	38.088093
7	2021-05-17 00:45:00	963.812815	995.340871	32.155075	1191.258521	68.535469	996.888784	33.537125	32.077898	177.889793	216.991676	186.539897	6.874557	1.814122	Turbine_01	48.529146
8	2021-08-11 12:22:00	662.245916	673.992040	39.153615	1065.716431	60.585338	487.273529	38.906182	37.600506	121.700999	143.405711	316.731837	6.501520	0.874442	Turbine_10	48.912348
9	2021-07-15 14:44:00	468.044851	469.828186	17.189911	876.035055	63.952785	675.510671	31.469155	33.117485	87.047708	119.317791	175.583277	4.864594	0.996903	Turbine_103	47.616581

Last rows

	timestamp	active_power_calculated_by_converter	active_power_raw	ambient_temperature	generator_speed	generator_winding_temp_max	grid_power10min_average	nc1_inside_temp	nacelle_temp	reactice_power_calculated_by_converter	reactive_power	wind_direction_raw	wind_speed_raw	wind_speed_turbulence	turbine_id	Target
909594	2021-08-12 20:58:00	367.788884	369.053848	34.801825	875.592974	63.625823	502.789286	34.622345	33.852057	92.424756	110.752061	342.920985	5.409771	0.603152	Turbine_10	48.889571
909595	2021-08-12 16:55:00	223.330709	214.254547	31.858798	771.830841	60.192288	388.425471	31.453389	29.520809	86.549025	100.835799	219.380030	4.910992	0.479672	Turbine_97	46.716609
909596	2021-05-01 03:35:00	302.359060	296.224996	16.927406	828.433126	56.357490	343.330109	33.674673	31.719984	74.125481	104.579052	235.742968	5.334314	0.319832	Turbine_123	45.109717
909597	2021-05-25 11:49:00	416.748281	416.255020	32.506697	927.038991	61.528378	353.019704	30.004473	32.241504	94.939171	117.733730	99.068567	5.722023	0.581206	Turbine_108	47.893845
909598	2021-02-11 04:49:00	102.308385	92.815414	22.041527	769.630778	44.864599	150.804476	33.512226	30.560733	86.925824	98.310251	24.632681	4.705168	0.374873	Turbine_103	46.223015
909599	2021-04-25 19:12:00	929.101908	948.441905	32.736076	1187.303192	83.187140	1343.320577	32.291391	35.152280	152.216446	191.088800	189.901812	7.155343	1.028960	Turbine_13	50.768675
909600	2021-02-20 17:37:00	100.730526	88.694599	30.540500	770.245593	56.235497	177.620552	30.434302	29.932141	85.353107	96.621675	93.417590	4.121607	0.595874	Turbine_158	44.234821
909601	2021-10-22 14:18:00	1120.915965	1165.016907	30.901129	1170.456860	62.942943	873.414622	30.491818	33.085164	42.820210	74.111173	230.988398	8.551669	0.951241	Turbine_15	46.942486
909602	2021-02-08 22:03:00	123.444564	116.066919	32.697933	770.190796	57.245207	95.865704	32.338824	31.525384	86.549094	97.470984	65.408801	4.324064	0.247335	Turbine_97	46.392221
909603	2021-04-09 14:28:00	4.843147	10.779734	19.452520	736.601664	60.603885	78.559767	30.798932	38.252200	2.763231	1.320198	11.127739	2.017444	0.963029	Turbine_105	48.902180

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Dash Punctuation

Other Punctuation

Space Separator

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Lowercase Letter

Uppercase Letter

Connector Punctuation

Most occurring scripts

Most frequent character per script

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows